Add callback handler support when each iteration ends

[zhoonit]

There is no way to access some metrics or notification when each iteration ends.

Adding a callback that will be called on each iteration ends (or epoch ends) to a model will do the job.

[taos-ci]

:octocat: cibot: Thank you for posting issue #1855. The person in charge will reply soon.